{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to topologically correct and simplify street networks\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a street network and then simplify it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a network around some (lat, lon) point and plot it\n",
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, distance=500, simplify=False)\n",
    "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show which nodes we'd remove if we simplify it\n",
    "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# simplify the network\n",
    "G2 = G.copy()\n",
    "G2 = ox.simplify_graph(G2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the simplified network and show any loops in magenta\n",
    "loops = [edge[0] for edge in nx.selfloop_edges(G2)]\n",
    "nc = ['m' if node in loops else 'b' for node in G2.nodes()]\n",
    "fig, ax = ox.plot_graph(G2, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# turn off strict mode and see what nodes we'd remove\n",
    "nc = ['b' if ox.is_endpoint(G, node, strict=False) else 'r' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simplify network with strict mode turned off\n",
    "G3 = G.copy()\n",
    "G3 = ox.simplify_graph(G3, strict=False)\n",
    "fig, ax = ox.plot_graph(G3, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the strictly simplified network with edges colored by network length\n",
    "ec = ox.get_edge_colors_by_attr(G2, attr='length')\n",
    "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=30, node_zorder=3, edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot same network again (topologically isomorphic), this time ignoring the edges' spatial geometry\n",
    "ec = ox.get_edge_colors_by_attr(G2, attr='length')\n",
    "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=30, node_zorder=3, \n",
    "                           edge_color=ec, edge_linewidth=3, edge_alpha=1, use_geom=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all parallel edges\n",
    "ec = ['b' if key == 0 else 'r' for u, v, key in G2.edges(keys=True)]\n",
    "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=20, node_zorder=3, edge_color=ec, edge_linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning up the periphery of the network\n",
    "\n",
    "This is related to simplification. OSMnx by default (with clean_periphery parameter equal to True) buffers the area you request by 0.5km, and then retrieves the street network within this larger, buffered area. Then it simplifies the topology so that nodes represent intersections of streets (rather than including all the interstitial OSM nodes). Then it calculates the (undirected) degree of each node in this larger network. Next it truncates this network by the actual area you requested (either by bounding box, or by polygon). Finally it saves a dictionary of node degree values as a graph attribute.\n",
    "\n",
    "This has two primary benefits. First, it cleans up stray false edges around the periphery. If clean_periphery=False, peripheral non-intersection nodes within the requested area appear to be cul-de-sacs, as the rest of the edge leading to an intersection outside the area is ignored. If clean_periphery=True, the larger graph is first created, allowing simplification of such edges to their true intersections, allowing their entirety to be pruned after truncating down to the actual requested area. Second, it gives accurate node degrees by both a) counting node neighbors even if they fall outside the retained network (so you don't claim a degree-4 node is degree-2 because only 2 of its neighbors lie within the area), and b) not counting all those stray false edges' terminus nodes as cul-de-sacs that otherwise grossly inflate the count of nodes with degree=1, even though these nodes are really just interstitial nodes in the middle of a chopped-off street segment between intersections.\n",
    "\n",
    "See two examples below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get some bbox\n",
    "bbox = ox.bbox_from_point((45.518698, -122.679964), distance=300)\n",
    "north, south, east, west = bbox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.498x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', clean_periphery=False)\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 0, 1: 29, 2: 2, 3: 7, 4: 52}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the node degree distribution for this graph has many false cul-de-sacs\n",
    "k = dict(G.degree())\n",
    "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, notice all the peripheral stray edge stubs. Below, notice these are cleaned up and that the node degrees are accurate with regards to the wider street network that may extend beyond the limits of the requested area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.184x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive')\n",
    "fig, ax = ox.plot_graph(ox.project_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 0, 1: 0, 2: 0, 3: 3, 4: 58}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the streets_per_node distribution for this cleaned up graph is more accurate\n",
    "# dict keys = count of streets emanating from the node (ie, intersections and dead-ends)\n",
    "# dict vals = number of nodes with that count\n",
    "k = G.graph['streets_per_node']\n",
    "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A final example. Compare the network below to the ones in the section above. It has the stray peripheral edges cleaned up. Also notice toward the bottom left, two interstitial nodes remain in that east-west street. Why? These are actually intersections, but their (southbound) edges were removed because these edges' next intersections were south of the requested area's boundaries. However, OSMnx correctly kept these nodes in the graph because they are in fact intersections and should be counted in measures of intersection density, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 447.585x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, distance=500, simplify=True)\n",
    "fig, ax = ox.plot_graph(G, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a 'drivable' street network for downtown SF then simplify it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "location_point = (37.791427, -122.410018)\n",
    "G = ox.graph_from_point(location_point, distance=1500, network_type='drive', simplify=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 544.647x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 544.647x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G2 = ox.simplify_graph(G)\n",
    "fig, ax = ox.plot_graph(G2, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create another suburban street network, then simplify it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', \n",
    "                             distance=800, network_type='drive', simplify=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 511.139x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc = ['b' if ox.is_endpoint(G, node) else 'r' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc, node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "G2 = ox.simplify_graph(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 511.139x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = ox.plot_graph(G2, node_color='b', node_zorder=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save as ESRI shapefile\n",
    "ox.save_graph_shapefile(G2, filename='arizona')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 511.139x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight one-way streets\n",
    "ec = ['r' if data['oneway'] else 'b' for u, v, key, data in G2.edges(keys=True, data=True)]\n",
    "fig, ax = ox.plot_graph(G2, node_color='w', node_edgecolor='k', node_size=25, node_zorder=3, \n",
    "                           edge_color=ec, edge_linewidth=1.5, edge_alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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